SynthesisFrontiers in public health2022
The cost-effectiveness of digital health interventions: A systematic review of the literature.
Synthesis in Frontiers in public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06897033 (Effect of Artificial Intelligence-Generated WhatsApp Reminders Compared to No Reminders on Oral Health Among Young Adults), which is not on this map. Cited by 218 papers, 29 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Effect of Artificial Intelligence-Generated WhatsApp Reminders Compared to No Reminders on Oral Health Among Young Adults: A Randomized Controlled Trial
Who cites it
218 citing papers in PubMed, 29 syntheses or guidelines pooled it.
- Effectiveness of maintenance interventions promoting physical activity following exercise therapy for chronic conditions: an umbrella review.British journal of sports medicine · 2026Pooled it
- Effects of Stand-Alone Digital Lifestyle Interventions on Weight-Related Outcomes in Adults With Overweight or Obesity: Systematic Review and Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- Technology-Based Interventions for Prevention of Type 2 Diabetes Following Gestational Diabetes: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Digital health interventions for older adults with subjective cognitive decline or mild cognitive impairment: a systematic review and meta-analysis of randomized controlled trials.BMC geriatrics · 2026Pooled it
- Digital health interventions for promoting adults lifestyle behaviors: who is being left behind? An evidence synthesis of social inequality.The international journal of behavioral nutrition and physical activity · 2026Pooled it
- Effects of mindfulness-based digital health interventions on BMI and weight-related behaviours in adults: a systematic review and meta-analysis.Frontiers in nutrition · 2026Pooled it
- Public health interventions to improve the mental health and mental health literacy of young people in resource-limited settings: a systematic review.Frontiers in public health · 2026Pooled it
- Pooled it
- Digital health tools in the management of allergic rhinitis: a systematic review.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2025Pooled it
- Mapping the effectiveness of digital health interventions in promoting electronic cigarette cessation: a systematic review and meta-analysis of randomized controlled trials.BMC public health · 2025Pooled it
- Pooled it
- Comparison of Cost-Effectiveness Between Digital Health Interventions and Pharmacotherapy for Depression: Systematic Review.Journal of medical Internet research · 2025Pooled it
- How effective are remote and/or digital interventions as part of alcohol and drug treatment and recovery support? A systematic review and meta-analysis.Addiction (Abingdon, England) · 2025Pooled it
- Health promotion theory-based educational interventions for improving oral health in children and adolescents: a systematic review and meta-analysis.BMC oral health · 2025Pooled it
- Telenursing as an Effective Ally for Improving Patient Outcomes in Diabetes? An Umbrella Review.Nursing open · 2025Pooled it
- Use of Technology to Support Health Care Providers Delivering Care in Low- and Lower-Middle-Income Countries: Systematic Umbrella Review.Journal of medical Internet research · 2025Pooled it
- Effectiveness of digital healthcare in managing menstrual symptoms: a systematic review.Women's health nursing (Seoul, Korea) · 2025Pooled it
- Improving Acceptability of mHealth Apps-The Use of the Technology Acceptance Model to Assess the Acceptability of mHealth Apps: Systematic Review.Journal of medical Internet research · 2025Pooled it
- Digital Health Interventions to Prevent Type 2 Diabetes Mellitus: Systematic Review.Journal of medical Internet research · 2025Pooled it
- Pooled it
158 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Digital health interventions have significant potential to improve safety, efficacy, and quality of care, reducing waste in healthcare costs. Despite these premises, the evidence regarding cost and effectiveness of digital tools in health is scarce and limited. Objectives: The aim of this systematic review is to summarize the evidence on the cost-effectiveness of digital health interventions and to assess whether the studies meet the established quality criteria. Methods: We queried PubMed, Scopus and Web of Science databases for articles in English published from January 1, 2016 to December 31, 2020 that performed economic evaluations of digital health technologies. The methodological rigorousness of studies was assessed with the Consolidated Health Economic Evaluation Reporting Standards (CHEERS). The review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) 2009 checklist. Results: Search identified 1,476 results, 552 of which were selected for abstract and 35 were included in this review. The studies were heterogeneous by country (mostly conducted in upper and upper-middle income countries), type of eHealth intervention, method of implementation, and reporting perspectives. The qualitative analysis identified the economic and effectiveness evaluation of six different types of interventions: (1) seventeen studies on new video-monitoring service systems; (2) five studies on text messaging interventions; (3) five studies on web platforms and digital health portals; (4) two studies on telephone support; (5) three studies on new mobile phone-based systems and applications; and (6) three studies on digital technologies and innovations. Conclusion: Findings on cost-effectiveness of digital interventions showed a growing body of evidence and suggested a generally favorable effect in terms of costs and health outcomes. However, due to the heterogeneity across study methods, the comparison between interventions still remains difficult. Further research based on a standardized approach is needed in order to methodically analyze incremental cost-effectiveness ratios, costs, and health benefits.
Indexed as
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.